首页 > 最新文献

Archives of Suicide Research最新文献

英文 中文
Profiles of Decision-Making and Suicidal Behaviors. 决策和自杀行为概况。
IF 2.5 3区 医学 Q2 PSYCHIATRY Pub Date : 2025-01-01 Epub Date: 2024-03-07 DOI: 10.1080/13811118.2024.2324974
Dapin Cho, Eun-Jung Shim

Objective: Deficits in decision-making (DM) are a significant risk factor for suicidal behaviors. However, specific patterns of DM aspects have rarely been examined. This study examined the profiles of DM and their relationship with suicide ideation and attempts.

Methods: A total of 175 young adults participated in an online survey and the Cambridge Gambling Task between October and November 2021.

Results: Based on the latent profile analysis with four aspects of DM-risk DM, risk adjustment, DM speed, and delay-discounting-as indicators, three profiles were identified: (1) no deficit class, (2) high risk DM class, and (3) slow DM speed class. Higher use of an avoidant and dependent DM styles was associated with a greater likelihood of being in the slow DM speed class. Younger age and psychache was associated with a greater likelihood of being in the high risk DM class. The rates of lifetime suicide ideation (i.e., wish for death, suicide intent, and suicide plan) and lifetime suicide attempt were higher in the high risk DM class than in the no deficit class. The rate of lifetime wish for death was higher in the slow DM speed class than in the no deficit class.

Conclusions: Suicide prevention may benefit from addressing DM, which is characterized by high risk and slow speed.

目的:决策缺陷(DM)是自杀行为的一个重要风险因素。然而,人们很少研究决策缺陷的具体模式。本研究探讨了DM的特征及其与自杀意念和自杀企图之间的关系:共有 175 名年轻人参与了 2021 年 10 月至 11 月间的在线调查和剑桥赌博任务:以DM的四个方面--风险DM、风险调整、DM速度和延迟折现--为指标进行潜特征分析,确定了三种特征:(1)无赤字类;(2)高风险 DM 类;(3)缓慢 DM 速度类。回避型和依赖型 DM 风格的使用率越高,DM 速度越慢的可能性就越大。年龄越小、心理痛苦越多的人越有可能属于高风险 DM 等级。在高风险DM类别中,终生自杀意念(即希望死亡、自杀意图和自杀计划)和终生自杀未遂的比率高于无缺陷类别。在DM速度慢的人群中,终生希望死亡的比率高于无缺陷人群:结论:预防自杀可能得益于以高风险和慢速度为特征的 DM。
{"title":"Profiles of Decision-Making and Suicidal Behaviors.","authors":"Dapin Cho, Eun-Jung Shim","doi":"10.1080/13811118.2024.2324974","DOIUrl":"10.1080/13811118.2024.2324974","url":null,"abstract":"<p><strong>Objective: </strong>Deficits in decision-making (DM) are a significant risk factor for suicidal behaviors. However, specific patterns of DM aspects have rarely been examined. This study examined the profiles of DM and their relationship with suicide ideation and attempts.</p><p><strong>Methods: </strong>A total of 175 young adults participated in an online survey and the Cambridge Gambling Task between October and November 2021.</p><p><strong>Results: </strong>Based on the latent profile analysis with four aspects of DM-risk DM, risk adjustment, DM speed, and delay-discounting-as indicators, three profiles were identified: (1) <i>no deficit class</i>, (2) <i>high risk DM class</i>, and (3) s<i>low DM speed class</i>. Higher use of an avoidant and dependent DM styles was associated with a greater likelihood of being in the s<i>low DM speed class</i>. Younger age and psychache was associated with a greater likelihood of being in the <i>high risk DM class</i>. The rates of lifetime suicide ideation (i.e., wish for death, suicide intent, and suicide plan) and lifetime suicide attempt were higher in the <i>high risk DM class</i> than in the <i>no deficit class.</i> The rate of lifetime wish for death was higher in the <i>slow DM speed class</i> than in the <i>no deficit class</i>.</p><p><strong>Conclusions: </strong>Suicide prevention may benefit from addressing DM, which is characterized by high risk and slow speed.</p>","PeriodicalId":8325,"journal":{"name":"Archives of Suicide Research","volume":" ","pages":"103-117"},"PeriodicalIF":2.5,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140048659","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Female Labor-Force Participation as Suicide Prevention: A Population Study in Taiwan. 预防自杀的女性劳动力参与:台湾人口研究
IF 2.5 3区 医学 Q2 PSYCHIATRY Pub Date : 2025-01-01 Epub Date: 2024-04-25 DOI: 10.1080/13811118.2024.2337182
Ying-Yeh Chen, Ted C T Fong, Paul S F Yip, Silvia Sara Canetto

Objective: Female labor-force participation (FLFP) has been theorized as contributing to higher suicide rates, including among women. Evidence on this relationship, however, has been mixed. This study explored the association between FLFP and suicide in an understudied context, Taiwan, and across 40-years.

Methods: Annual national labor-participation rates for women ages 25-64, and female and male suicide-rates, for 1980-2020, were obtained from Taiwan's Department of Statistics. The associations between FLFP rates and sex/age-stratified suicide-rates, and between FLFP rates and male-to-female suicide-rates ratios were assessed via time-series regression-analyses, accounting for autoregressive effects.

Results: Higher FLFP rates were associated with lower female suicide-rates (ß = -0.06, 95% CI (Credibility Interval) = [-0.19, -0.01]) in the adjusted model. This association held in the age-stratified analyses. Associations for FLFP and lower male suicide-rates were observed in the ≥45 age-groups. FLFP rates were significantly and positively associated with widening male-to-female suicide-rates ratios in the adjusted model (ß = 0.24, 95% CI = [0.03, 0.59]).

Conclusion: This study's findings suggest that FLFP protects women from suicide, and point to the potential value of FLFP as a way of preventing suicide. In Taiwan, employed women carry a double-load of paid and family unpaid care-work. Child care-work is still done by mothers, often with grandmothers' support. Therefore, this study's findings contribute to evidence that doing both paid work and unpaid family care-work has more benefits than costs, including in terms of suicide-protection. Men's disengagement from family care-work may contribute to their high suicide rates, despite their substantial labor-force participation.

目的:女性劳动力参与(FLFP)被认为是导致自杀率(包括女性自杀率)升高的原因之一。然而,有关这种关系的证据却不尽相同。本研究探讨了台湾这一研究不足的地区 40 年间 FLFP 与自杀之间的关系:方法:从台湾统计处获得了 1980-2020 年 25-64 岁女性的年度全国劳动参与率,以及女性和男性的自杀率。在考虑自回归效应的情况下,通过时间序列回归分析评估了FLFP率与性别/年龄分层自杀率之间的关系,以及FLFP率与男女自杀率比率之间的关系:在调整模型中,FLFP比率越高,女性自杀率越低 (ß = -0.06, 95% CI (Credibility Interval) = [-0.19, -0.01])。在年龄分层分析中,这种关联依然存在。在≥45岁年龄组中,FLFP与男性较低自杀率之间存在关联。在调整模型中,FLFP率与男女自杀率比率的扩大有明显的正相关(ß = 0.24, 95% CI = [0.03, 0.59]):本研究结果表明,FLFP可保护女性免于自杀,并指出了FLFP作为预防自杀的一种方法的潜在价值。在台湾,就业妇女承担着有偿和家庭无偿照料工作的双重负担。照顾孩子的工作仍然由母亲承担,通常是在祖母的支持下完成。因此,本研究结果有助于证明,同时从事有偿工作和无偿家庭照料工作的益处大于成本,包括在自杀保护方面。尽管男性参与了大量的劳动力,但他们不参与家庭护理工作可能是导致他们自杀率高的原因之一。
{"title":"Female Labor-Force Participation as Suicide Prevention: A Population Study in Taiwan.","authors":"Ying-Yeh Chen, Ted C T Fong, Paul S F Yip, Silvia Sara Canetto","doi":"10.1080/13811118.2024.2337182","DOIUrl":"10.1080/13811118.2024.2337182","url":null,"abstract":"<p><strong>Objective: </strong>Female labor-force participation (FLFP) has been theorized as contributing to higher suicide rates, including among women. Evidence on this relationship, however, has been mixed. This study explored the association between FLFP and suicide in an understudied context, Taiwan, and across 40-years.</p><p><strong>Methods: </strong>Annual national labor-participation rates for women ages 25-64, and female and male suicide-rates, for 1980-2020, were obtained from Taiwan's Department of Statistics. The associations between FLFP rates and sex/age-stratified suicide-rates, and between FLFP rates and male-to-female suicide-rates ratios were assessed via time-series regression-analyses, accounting for autoregressive effects.</p><p><strong>Results: </strong>Higher FLFP rates were associated with lower female suicide-rates (<i>ß</i> = -0.06, 95% CI (Credibility Interval) = [-0.19, -0.01]) in the adjusted model. This association held in the age-stratified analyses. Associations for FLFP and lower male suicide-rates were observed in the ≥45 age-groups. FLFP rates were significantly and positively associated with widening male-to-female suicide-rates ratios in the adjusted model (<i>ß</i> = 0.24, 95% CI = [0.03, 0.59]).</p><p><strong>Conclusion: </strong>This study's findings suggest that FLFP protects women from suicide, and point to the potential value of FLFP as a way of preventing suicide. In Taiwan, employed women carry a double-load of paid and family unpaid care-work. Child care-work is still done by mothers, often with grandmothers' support. Therefore, this study's findings contribute to evidence that doing both paid work and unpaid family care-work has more benefits than costs, including in terms of suicide-protection. Men's disengagement from family care-work may contribute to their high suicide rates, despite their substantial labor-force participation.</p>","PeriodicalId":8325,"journal":{"name":"Archives of Suicide Research","volume":" ","pages":"144-162"},"PeriodicalIF":2.5,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140847395","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Testing Suicide Ideation-to-Action Theory Differences Among Those With Nonsuicidal Self-Injury. 测试非自杀性自残者从自杀意念到行动的理论差异。
IF 2.5 3区 医学 Q2 PSYCHIATRY Pub Date : 2025-01-01 Epub Date: 2024-03-07 DOI: 10.1080/13811118.2024.2323589
Lindsay L Littleton, Devion M Rehbein, Joseph J Barber, Jennifer J Muehlenkamp

Objective: Individuals with recent nonsuicidal self-injury (NSSI) are at elevated risk for suicide but our understanding of the factors that impact the emergence of suicidal ideation and/or suicide attempts in this group is limited. The current study aimed to evaluate whether the processes identified by existing ideation-to-action theories of suicide apply within this subgroup.

Method: A sample of 362 university students (77.9% female, 88.5% White) who reported past year engagement in NSSI completed an anonymous online questionnaire assessing past year NSSI, suicidal ideation, and suicide attempts as well as hopelessness, interpersonal, and acquired capability/volitional variables. Participants were divided into NSSI only (controls), NSSI + Ideation, and NSSI + Suicide Attempt groups.

Results: A one-way ANOVA evaluated group differences on the theoretical factors. There were significant differences between NSSI controls and both the ideation and attempt groups, who did not differ from each other, on hopelessness and interpersonal factors. No significant differences were observed across groups for the volitional factors except for impulsivity, which differed between the NSSI controls and ideation group.

Conclusion: Results suggest suicide ideation-to-action theories may have applicability to understanding the presence of suicide ideation among those with NSSI but may lack specificity for understanding risk for suicide attempts.

目的:近期有非自杀性自伤行为(NSSI)的人自杀风险较高,但我们对影响该群体出现自杀意念和/或自杀未遂的因素了解有限。本研究旨在评估现有的自杀意念到行动理论所确定的过程是否适用于这一亚群体:362名大学生(77.9%为女性,88.5%为白人)完成了一份匿名在线问卷,对过去一年的NSSI、自杀意念、自杀未遂以及绝望、人际关系和后天能力/意志变量进行了评估。参与者被分为仅有NSSI(对照组)、NSSI +意念组和NSSI +自杀未遂组:单因素方差分析评估了各组在理论因素上的差异。在绝望和人际关系因素上,NSSI 对照组与意念组和自杀未遂组之间存在明显差异,而意念组和自杀未遂组之间没有差异。在意志因素方面,各组之间没有观察到明显差异,但冲动性除外,因为冲动性在 NSSI 对照组和意念组之间存在差异:结果表明,自杀意念到行动理论可能适用于理解NSSI患者是否存在自杀意念,但对于理解自杀未遂风险可能缺乏特异性。
{"title":"Testing Suicide Ideation-to-Action Theory Differences Among Those With Nonsuicidal Self-Injury.","authors":"Lindsay L Littleton, Devion M Rehbein, Joseph J Barber, Jennifer J Muehlenkamp","doi":"10.1080/13811118.2024.2323589","DOIUrl":"10.1080/13811118.2024.2323589","url":null,"abstract":"<p><strong>Objective: </strong>Individuals with recent nonsuicidal self-injury (NSSI) are at elevated risk for suicide but our understanding of the factors that impact the emergence of suicidal ideation and/or suicide attempts in this group is limited. The current study aimed to evaluate whether the processes identified by existing ideation-to-action theories of suicide apply within this subgroup.</p><p><strong>Method: </strong>A sample of 362 university students (77.9% female, 88.5% White) who reported past year engagement in NSSI completed an anonymous online questionnaire assessing past year NSSI, suicidal ideation, and suicide attempts as well as hopelessness, interpersonal, and acquired capability/volitional variables. Participants were divided into NSSI only (controls), NSSI + Ideation, and NSSI + Suicide Attempt groups.</p><p><strong>Results: </strong>A one-way ANOVA evaluated group differences on the theoretical factors. There were significant differences between NSSI controls and both the ideation and attempt groups, who did not differ from each other, on hopelessness and interpersonal factors. No significant differences were observed across groups for the volitional factors except for impulsivity, which differed between the NSSI controls and ideation group.</p><p><strong>Conclusion: </strong>Results suggest suicide ideation-to-action theories may have applicability to understanding the presence of suicide ideation among those with NSSI but may lack specificity for understanding risk for suicide attempts.</p>","PeriodicalId":8325,"journal":{"name":"Archives of Suicide Research","volume":" ","pages":"91-102"},"PeriodicalIF":2.5,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11380041/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140048660","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Risk Factors for Suicide in Pakistan: A Mixed Methods Study of Psychological Autopsies and Perspectives of Health Professionals. 巴基斯坦自杀的危险因素:心理解剖和卫生专业人员观点的混合方法研究。
IF 2.5 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-17 DOI: 10.1080/13811118.2024.2436635
Syeda Ayat-E-Zainab Ali, Tamkeen Saleem, S M Yasir Arafat

Background: Suicide is a significant but understudied public health concern in developing nations like Pakistan, where risks factors have not been investigated by mixed methods studies. Hence, we aimed to explore the risk factors for suicide based on a mixed methodology.

Methods: This study followed a mixed methods convergent component design. A retrospective case-control psychological autopsy with a semistructured interview protocol was performed. Additionally, health professionals' opinions on the psychiatric risk factors for suicide were assessed through qualitative interviews. Data were collected between 2021 and 2022 and analyzed by SPSS (V-25) and thematic analysis (NVIVO-12 Plus).

Results: Based on the mixed methods meta-inferences, suicidal ideation; depression; hopelessness; social isolation; previous history of self-harm and traumatic experiences; lack of motivation; purposelessness; feeling like a burden; substance abuse; impulsivity; anger; anxiety; psychiatric disorders such as personality disorders, bipolar disorder, schizophrenia, gaming addiction, and eating disorders; and family history of psychiatric illness were identified as risk factors for suicide.

Conclusion: More must be learned about the mental health components contributing to suicide and the culturally appropriate prevention methods used in Pakistan. This study reveals novel targets for suicide prevention and may aid policymaking by providing a better understanding of predictors and specific psychiatric characteristics of suicide in Pakistan.

背景:在巴基斯坦等发展中国家,自杀是一个重要但研究不足的公共卫生问题,这些国家的危险因素尚未通过混合方法研究进行调查。因此,我们的目的是在混合方法的基础上探讨自杀的危险因素。方法:本研究采用混合方法收敛组件设计。采用半结构化访谈方案进行回顾性病例-对照心理解剖。此外,透过质性访谈,评估卫生专业人员对自杀精神危险因素的看法。数据收集于2021年至2022年,并通过SPSS (V-25)和专题分析(NVIVO-12 Plus)进行分析。结果:基于混合方法的元推断,自杀意念;抑郁症;绝望;社会隔离;有自残史和创伤经历;缺乏动力;无目的;感觉像负担;药物滥用;冲动;愤怒;焦虑;精神疾病,如人格障碍、双相情感障碍、精神分裂症、游戏成瘾和饮食失调;精神疾病家族史被认为是自杀的危险因素。结论:必须更多地了解导致自杀的心理健康因素以及在巴基斯坦使用的文化上适当的预防方法。这项研究揭示了自杀预防的新目标,并可能通过更好地了解巴基斯坦自杀的预测因素和特定的精神特征来帮助政策制定。
{"title":"Risk Factors for Suicide in Pakistan: A Mixed Methods Study of Psychological Autopsies and Perspectives of Health Professionals.","authors":"Syeda Ayat-E-Zainab Ali, Tamkeen Saleem, S M Yasir Arafat","doi":"10.1080/13811118.2024.2436635","DOIUrl":"https://doi.org/10.1080/13811118.2024.2436635","url":null,"abstract":"<p><strong>Background: </strong>Suicide is a significant but understudied public health concern in developing nations like Pakistan, where risks factors have not been investigated by mixed methods studies. Hence, we aimed to explore the risk factors for suicide based on a mixed methodology.</p><p><strong>Methods: </strong>This study followed a mixed methods convergent component design. A retrospective case-control psychological autopsy with a semistructured interview protocol was performed. Additionally, health professionals' opinions on the psychiatric risk factors for suicide were assessed through qualitative interviews. Data were collected between 2021 and 2022 and analyzed by SPSS (V-25) and thematic analysis (NVIVO-12 Plus).</p><p><strong>Results: </strong>Based on the mixed methods meta-inferences, suicidal ideation; depression; hopelessness; social isolation; previous history of self-harm and traumatic experiences; lack of motivation; purposelessness; feeling like a burden; substance abuse; impulsivity; anger; anxiety; psychiatric disorders such as personality disorders, bipolar disorder, schizophrenia, gaming addiction, and eating disorders; and family history of psychiatric illness were identified as risk factors for suicide.</p><p><strong>Conclusion: </strong>More must be learned about the mental health components contributing to suicide and the culturally appropriate prevention methods used in Pakistan. This study reveals novel targets for suicide prevention and may aid policymaking by providing a better understanding of predictors and specific psychiatric characteristics of suicide in Pakistan.</p>","PeriodicalId":8325,"journal":{"name":"Archives of Suicide Research","volume":" ","pages":"1-20"},"PeriodicalIF":2.5,"publicationDate":"2024-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142833790","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Longitudinal Differences in Mental Health Outcomes Among Latent Classes of Expanded Suicidality Dimensions. 扩展自杀维度的潜在类别之间心理健康结果的纵向差异。
IF 2.5 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-13 DOI: 10.1080/13811118.2024.2438213
Sojeong Nam, Jimin Kim, Jeongwoon Jeong, Hyejoon Park, Jusuk Song

This study utilized latent class analysis to identify latent groups of individuals, reflecting the expanded dimensions of suicidality, which encompass not only one's own suicidality but also that of significant others. Drawing on data from Wave 3 and Wave 5 of the National Longitudinal Study of Adolescent to Adult Health, the analysis included 3215 individuals. The LCA revealed three distinct latent classes: the Exposed, the Suicidal, and the Non-Suicidal and Unexposed. Subsequent analysis using the Kruskal-Wallis test found significant longitudinal differences in mental health outcomes, including depression and suicidality, among these three latent classes over a 15-year period. Specifically, the Suicidal Class scored significantly higher than the Exposed Class and the Non-Suicidal and Unexposed Class for both depression and suicidality. Additionally, the Exposed Class scored significantly higher than the Non-Suicidal and Unexposed Class. These findings have implications for mental health researchers and practitioners, including the implementation of preventive and postventive interventions in the early stages, as well as the engagement of individual, family, and community partnerships in these interventions.

本研究利用潜在类别分析来识别个体的潜在群体,反映了自杀行为的扩展维度,不仅包括自己的自杀行为,也包括重要他人的自杀行为。根据全国青少年到成人健康纵向研究的第三和第五波数据,该分析包括3215个人。LCA显示了三个不同的潜在类别:暴露者、自杀者、非自杀者和未暴露者。随后使用Kruskal-Wallis测试的分析发现,在15年的时间里,这三个潜在类别在心理健康结果(包括抑郁和自杀)方面存在显著的纵向差异。具体来说,自杀组在抑郁和自杀方面的得分明显高于暴露组、非自杀组和未暴露组。此外,暴露组的得分明显高于非自杀组和未暴露组。这些发现对精神卫生研究人员和从业人员具有启示意义,包括在早期阶段实施预防性和后发性干预措施,以及在这些干预措施中个人、家庭和社区伙伴关系的参与。
{"title":"Longitudinal Differences in Mental Health Outcomes Among Latent Classes of Expanded Suicidality Dimensions.","authors":"Sojeong Nam, Jimin Kim, Jeongwoon Jeong, Hyejoon Park, Jusuk Song","doi":"10.1080/13811118.2024.2438213","DOIUrl":"https://doi.org/10.1080/13811118.2024.2438213","url":null,"abstract":"<p><p>This study utilized latent class analysis to identify latent groups of individuals, reflecting the expanded dimensions of suicidality, which encompass not only one's own suicidality but also that of significant others. Drawing on data from Wave 3 and Wave 5 of the National Longitudinal Study of Adolescent to Adult Health, the analysis included 3215 individuals. The LCA revealed three distinct latent classes: the Exposed, the Suicidal, and the Non-Suicidal and Unexposed. Subsequent analysis using the Kruskal-Wallis test found significant longitudinal differences in mental health outcomes, including depression and suicidality, among these three latent classes over a 15-year period. Specifically, the Suicidal Class scored significantly higher than the Exposed Class and the Non-Suicidal and Unexposed Class for both depression and suicidality. Additionally, the Exposed Class scored significantly higher than the Non-Suicidal and Unexposed Class. These findings have implications for mental health researchers and practitioners, including the implementation of preventive and postventive interventions in the early stages, as well as the engagement of individual, family, and community partnerships in these interventions.</p>","PeriodicalId":8325,"journal":{"name":"Archives of Suicide Research","volume":" ","pages":"1-16"},"PeriodicalIF":2.5,"publicationDate":"2024-12-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142817084","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sexuality-Based Stigma, Other Painful and Provocative Events, and Suicide Attempt Among Cisgender Sexually Minoritized Men in the United States. 基于性的耻辱,其他痛苦和挑衅事件,以及美国性少数男性的自杀企图。
IF 2.5 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-11 DOI: 10.1080/13811118.2024.2436143
John Mark Wiginton, Stefan D Baral, Travis H Sanchez, Holly C Wilcox, Sarah M Murray

Objective: Guided by Minority Stress and Interpersonal and Ideation-to-Action Theories of Suicide, we sought to identify latent classes of painful and provocative events (PPEs), determine associations with class membership, and assess class-specific suicide attempt prevalence among cisgender sexually minoritized men (SMM) with suicidal ideation in the United States.

Method: Using data collected from October 2020 to January 2021 from 1617 SMM reporting past-year suicidal ideation, we performed latent class analysis on 22 PPE items spanning sexual behavior stigma, substance use, high-risk sex, and food and housing insecurity. We used multinomial logistic regression to assess associations with class membership and the Bolck-Croon-Hagenaars method to estimate class-specific past-year suicide attempt prevalence.

Results: Participant mean age was 29 years, 63% (n = 1010) were non-Hispanic white, and 14% (n = 221) reported a past-year suicide attempt. Five classes emerged: Extreme (7%, n = 113), featuring pervasive stigma, polysubstance use, high-risk sex, and food and housing insecurity; Severe/marijuana (15%, n = 236), featuring pervasive stigma, alcohol use, marijuana use, high-risk sex, and food insecurity; Severe (18%, n = 296), featuring the same PPEs minus marijuana use; Moderate (17%, n = 267), featuring family stigma, verbal harassment, some polysubstance use, and high-risk sex; and Mild (44%, n = 705), featuring family and friends stigma, verbal harassment, and alcohol use. Significantly higher suicide attempt prevalence emerged in the Extreme/Severe classes (12-16%) relative to the Mild/Moderate classes (2%).

Conclusions: Stigma and substance use were common across classes, implicating both as key factors shaping suicide risk among SMM. Holistic, multipronged, tailored interventions targeting stigma, substance use, and other PPEs are needed.

目的:在少数群体压力理论和自杀的人际和观念到行动理论的指导下,我们试图识别潜在的痛苦和挑衅性事件(ppe)类别,确定其与阶层成员的关系,并评估美国有自杀意念的性少数男性(SMM)中特定阶层的自杀企图发生率。方法:利用从2020年10月至2021年1月收集的1617例报告过去一年自杀意念的SMM数据,对22项PPE项目进行潜在分类分析,包括性行为耻辱、物质使用、高危性行为和食物和住房不安全。我们使用多项逻辑回归来评估与班级成员的关联,并使用Bolck-Croon-Hagenaars方法来估计班级过去一年的自杀企图发生率。结果:参与者的平均年龄为29岁,63% (n = 1010)是非西班牙裔白人,14% (n = 221)报告过去一年有自杀企图。出现了五个类别:极端(7%,n = 113),以普遍的耻辱、多物质使用、高风险性行为、食物和住房不安全为特征;重度/大麻(15%,n = 236),表现为普遍的耻辱、酒精使用、大麻使用、高危性行为和粮食不安全;重度(18%,n = 296),表现为相同的pep -大麻使用;中度(17%,n = 267),表现为家庭耻辱、言语骚扰、一些多物质使用和高危性行为;轻度(44%,n = 705),以家庭和朋友的耻辱、言语骚扰和酗酒为特征。极端/严重级别的自杀企图发生率(12-16%)明显高于轻度/中度级别(2%)。结论:耻辱感和药物使用在各个阶层都很常见,这意味着两者都是影响SMM自杀风险的关键因素。需要针对污名化、药物使用和其他ppe采取全面、多管齐下、量身定制的干预措施。
{"title":"Sexuality-Based Stigma, Other Painful and Provocative Events, and Suicide Attempt Among Cisgender Sexually Minoritized Men in the United States.","authors":"John Mark Wiginton, Stefan D Baral, Travis H Sanchez, Holly C Wilcox, Sarah M Murray","doi":"10.1080/13811118.2024.2436143","DOIUrl":"10.1080/13811118.2024.2436143","url":null,"abstract":"<p><strong>Objective: </strong>Guided by Minority Stress and Interpersonal and Ideation-to-Action Theories of Suicide, we sought to identify latent classes of painful and provocative events (PPEs), determine associations with class membership, and assess class-specific suicide attempt prevalence among cisgender sexually minoritized men (SMM) with suicidal ideation in the United States.</p><p><strong>Method: </strong>Using data collected from October 2020 to January 2021 from 1617 SMM reporting past-year suicidal ideation, we performed latent class analysis on 22 PPE items spanning sexual behavior stigma, substance use, high-risk sex, and food and housing insecurity. We used multinomial logistic regression to assess associations with class membership and the Bolck-Croon-Hagenaars method to estimate class-specific past-year suicide attempt prevalence.</p><p><strong>Results: </strong>Participant mean age was 29 years, 63% (n = 1010) were non-Hispanic white, and 14% (n = 221) reported a past-year suicide attempt. Five classes emerged: Extreme (7%, n = 113), featuring pervasive stigma, polysubstance use, high-risk sex, and food and housing insecurity; Severe/marijuana (15%, n = 236), featuring pervasive stigma, alcohol use, marijuana use, high-risk sex, and food insecurity; Severe (18%, n = 296), featuring the same PPEs minus marijuana use; Moderate (17%, n = 267), featuring family stigma, verbal harassment, some polysubstance use, and high-risk sex; and Mild (44%, n = 705), featuring family and friends stigma, verbal harassment, and alcohol use. Significantly higher suicide attempt prevalence emerged in the Extreme/Severe classes (12-16%) relative to the Mild/Moderate classes (2%).</p><p><strong>Conclusions: </strong>Stigma and substance use were common across classes, implicating both as key factors shaping suicide risk among SMM. Holistic, multipronged, tailored interventions targeting stigma, substance use, and other PPEs are needed.</p>","PeriodicalId":8325,"journal":{"name":"Archives of Suicide Research","volume":" ","pages":"1-22"},"PeriodicalIF":2.5,"publicationDate":"2024-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142805979","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Examining Suicide Crisis Syndrome as an Indirect Indicator of Suicide Risk in the Military Suicide Research Consortium's Common Data Elements. 检视自杀危机症候群在军事自杀研究联盟常用数据要素中作为自杀风险的间接指标。
IF 2.5 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-11 DOI: 10.1080/13811118.2024.2434745
Megan L Rogers, Jenelle A Richards, Devon Peterkin, Igor Galynker

Objective: The Suicide Crisis Syndrome (SCS) has accumulated support as an indicator of suicide risk in patient settings; however, it has not been evaluated in military/veteran populations. The present study tested the factorial structure, measurement invariance, latent mean differences, and incremental validity of a SCS proxy variable developed from the Military Suicide Research Consortium's (MSRC) Common Data Elements (CDE).

Method: A secondary data analysis of 6,556 adults (40.5% current service members, 27.0% veterans, 26.6% civilians) who participated in MSRC-funded studies was conducted. CDE items were selected to form a SCS proxy, which was tested in subsequent analyses.

Results: A bifactor model exhibited superior model fit to alternative configurations. This model was partially invariant across those with differing histories of suicide and military service. Individuals with a history of suicidal ideation or attempts had more severe SCS symptoms than those without such history, and the SCS factor was incrementally related to lifetime suicide attempts and their characteristics above other relevant factors.

Conclusions: These findings provide evidence for the generalizability of the SCS to military service member and veteran populations, as well as the potential utility of proxy measures as an assessment tool in settings in which lengthy measures may be prohibitive.

目的:自杀危机综合征(SCS)作为患者自杀风险的一个指标已经积累了支持;然而,尚未在军人/退伍军人人群中进行评估。本研究检验了军事自杀研究联盟(MSRC)通用数据元素(CDE)开发的SCS代理变量的析因结构、测量不变性、潜在平均差异和增量效度。方法:对参与msrc资助研究的6556名成年人(40.5%现役军人,27.0%退伍军人,26.6%平民)进行二次数据分析。选择CDE项目形成SCS代理,并在随后的分析中进行测试。结果:双因子模型具有较好的模型拟合性。该模型在自杀和服兵役历史不同的人群中部分保持不变。有自杀意念或企图史的个体比无自杀意念或企图史的个体有更严重的SCS症状,且SCS因素与终生自杀企图及其特征的相关性高于其他相关因素。结论:这些发现为SCS在军人和退伍军人人群中的普遍性提供了证据,以及在冗长的测量可能被禁止的情况下,代理测量作为评估工具的潜在效用。
{"title":"Examining Suicide Crisis Syndrome as an Indirect Indicator of Suicide Risk in the Military Suicide Research Consortium's Common Data Elements.","authors":"Megan L Rogers, Jenelle A Richards, Devon Peterkin, Igor Galynker","doi":"10.1080/13811118.2024.2434745","DOIUrl":"https://doi.org/10.1080/13811118.2024.2434745","url":null,"abstract":"<p><strong>Objective: </strong>The Suicide Crisis Syndrome (SCS) has accumulated support as an indicator of suicide risk in patient settings; however, it has not been evaluated in military/veteran populations. The present study tested the factorial structure, measurement invariance, latent mean differences, and incremental validity of a SCS proxy variable developed from the Military Suicide Research Consortium's (MSRC) Common Data Elements (CDE).</p><p><strong>Method: </strong>A secondary data analysis of 6,556 adults (40.5% current service members, 27.0% veterans, 26.6% civilians) who participated in MSRC-funded studies was conducted. CDE items were selected to form a SCS proxy, which was tested in subsequent analyses.</p><p><strong>Results: </strong>A bifactor model exhibited superior model fit to alternative configurations. This model was partially invariant across those with differing histories of suicide and military service. Individuals with a history of suicidal ideation or attempts had more severe SCS symptoms than those without such history, and the SCS factor was incrementally related to lifetime suicide attempts and their characteristics above other relevant factors.</p><p><strong>Conclusions: </strong>These findings provide evidence for the generalizability of the SCS to military service member and veteran populations, as well as the potential utility of proxy measures as an assessment tool in settings in which lengthy measures may be prohibitive.</p>","PeriodicalId":8325,"journal":{"name":"Archives of Suicide Research","volume":" ","pages":"1-16"},"PeriodicalIF":2.5,"publicationDate":"2024-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142805922","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Designing Social Media Messages to Promote Action by Suicide Gatekeepers. 设计社交媒体信息以促进自杀看门人的行动。
IF 2.5 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-11 DOI: 10.1080/13811118.2024.2438211
Megan M Cox, Glenn Leshner

Objective: Suicide prevention professionals and programs have focused on reaching not only individuals with suicide ideation, but also family, friends, and other acquaintances, referred to as suicide gatekeepers. Social media provide platforms that allow health communicators to reach a large population. This research focuses on examining and testing the most effective message framing (how the message provides a reward or consequence for the receiver) and message construct (precise focus and wording of a message) for social media posts intended to positively influence suicide gatekeeper intervention behavior on behalf of a friend or peer.

Method: An experiment tested the influence of message construct (between subjects) and message frame (within subjects). The experiment randomized the 1285 participants between the ages of 18 and 34 into the three message construct conditions (significance, preventability, and beneficence).

Results: The results suggest gain-framed messages have a more positive influence than loss-framed messages on all social media message outcome variables (likelihood of social media message engagement, perceived message effectiveness, self-efficacy, response efficacy, empathy, and behavioral expectation), and state empathy mediates the relationship between message frame and these variables. Message construct condition and other mediation results were less substantial, although some evidence suggests that the significance message construct may increase social media message sharing and perceived message effectiveness.

Conclusion: Results show strong evidence of the effectiveness of using gain frames in social media messages aimed at suicide gatekeepers. Other considerations include highlighting the significance of suicide and utilizing empathy appeals to strengthen social media message engagement and behavioral intention.

目的:自杀预防专业人员和项目不仅关注有自杀意念的个人,还关注家庭、朋友和其他熟人,这些人被称为自杀看门人。社交媒体提供平台,使卫生传播者能够接触到大量人群。本研究的重点是检查和测试社交媒体帖子中最有效的信息框架(信息如何为接受者提供奖励或结果)和信息结构(信息的精确焦点和措辞),这些帖子旨在积极影响代表朋友或同伴的自杀看门人干预行为。方法:通过实验测试信息结构(被试之间)和信息框架(被试内部)的影响。实验将1285名年龄在18岁至34岁之间的参与者随机分为三个信息构建条件(重要性、可预防性和有益性)。结果:所得框架信息对社交媒体信息结果变量(社交媒体信息参与可能性、感知信息有效性、自我效能、反应效能、共情和行为期望)的影响大于失框架信息,状态共情在信息框架与这些变量的关系中起中介作用。虽然有证据表明,重要性信息结构可以增加社交媒体信息分享和感知信息有效性,但信息结构条件和其他中介结果不太实质性。结论:研究结果有力地证明了在针对自杀看门人的社交媒体信息中使用增益框架的有效性。其他考虑因素包括强调自杀的重要性,利用同理心呼吁来加强社交媒体信息的参与和行为意图。
{"title":"Designing Social Media Messages to Promote Action by Suicide Gatekeepers.","authors":"Megan M Cox, Glenn Leshner","doi":"10.1080/13811118.2024.2438211","DOIUrl":"https://doi.org/10.1080/13811118.2024.2438211","url":null,"abstract":"<p><strong>Objective: </strong>Suicide prevention professionals and programs have focused on reaching not only individuals with suicide ideation, but also family, friends, and other acquaintances, referred to as suicide gatekeepers. Social media provide platforms that allow health communicators to reach a large population. This research focuses on examining and testing the most effective message framing (how the message provides a reward or consequence for the receiver) and message construct (precise focus and wording of a message) for social media posts intended to positively influence suicide gatekeeper intervention behavior on behalf of a friend or peer.</p><p><strong>Method: </strong>An experiment tested the influence of message construct (between subjects) and message frame (within subjects). The experiment randomized the 1285 participants between the ages of 18 and 34 into the three message construct conditions (significance, preventability, and beneficence).</p><p><strong>Results: </strong>The results suggest gain-framed messages have a more positive influence than loss-framed messages on all social media message outcome variables (likelihood of social media message engagement, perceived message effectiveness, self-efficacy, response efficacy, empathy, and behavioral expectation), and state empathy mediates the relationship between message frame and these variables. Message construct condition and other mediation results were less substantial, although some evidence suggests that the significance message construct may increase social media message sharing and perceived message effectiveness.</p><p><strong>Conclusion: </strong>Results show strong evidence of the effectiveness of using gain frames in social media messages aimed at suicide gatekeepers. Other considerations include highlighting the significance of suicide and utilizing empathy appeals to strengthen social media message engagement and behavioral intention.</p>","PeriodicalId":8325,"journal":{"name":"Archives of Suicide Research","volume":" ","pages":"1-17"},"PeriodicalIF":2.5,"publicationDate":"2024-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142805921","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Suicide Patterns in Northern Pakistan: A 10-Year Analysis of Police Records from Three Districts of Gilgit-Baltistan. 巴基斯坦北部的自杀模式:吉尔吉特-巴尔蒂斯坦三个地区的10年警察记录分析。
IF 2.5 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-10 DOI: 10.1080/13811118.2024.2438218
Abdul Wahab Yousafzai, Maliha Aziz, Saman Yousuf, Shakila Bano, Murad Moosa Khan

Introduction: Police records are an important resource in absence of a national suicide database in the context of Pakistan. We studied suicides reported across three districts of Gilgit-Baltistan (GB); causes, patterns of suicidal behaviors, and classification processes.

Methods: A retrospective survey of police records from GB between 2012 and March 2022 was completed using a structured questionnaire that included demographic characteristics, possible causes, and forensic details. Descriptive statistics and a chi-square test of association were applied. This study was approved by the Institutional Review Board of Shifa International Hospital, Islamabad (IRB 0210-22).

Results: In total, 340 cases of suicides were registered. Among them, 53% (n = 179) were females, 59% (n = 202) unmarried and 40% (n = 136) below 20 years of age. Stress and mental illnesses were reported in 73% (n = 247) cases. Common methods of suicide were hanging (41%; n = 141) and firearms (25%; n = 85). More men compared to women attempted suicide by firearms while more women died by drowning or poisoning. Greater proportion of individuals who were unmarried and had formal education died by suicide compared to their demographic counterparts. Number of individuals having a "mental illness" was higher in men while significantly more women were affected by "domestic stressors." Seven (2.9%) cases reported between 2021 and 2022 were reclassified as homicides.

Conclusion: Suicide is more common among females compared to males, unmarried compared to married, and younger population compared to older population. Cases reclassified as homicide highlight the need for rigorous forensic inquiry of each suicide. Development of effective suicide prevention strategies is urgently required.

导言:在巴基斯坦缺乏国家自杀数据库的情况下,警察记录是一个重要的资源。我们研究了吉尔吉特-巴尔蒂斯坦(GB)三个地区的自杀报告;自杀行为的原因、模式和分类过程。方法:对2012年至2022年3月期间英国警方的记录进行回顾性调查,采用结构化问卷,包括人口统计学特征、可能原因和法医细节。采用描述性统计和卡方关联检验。本研究得到了伊斯兰堡Shifa国际医院机构审查委员会(IRB 0210-22)的批准。结果:共登记自杀病例340例。其中女性占53% (n = 179),未婚占59% (n = 202), 20岁以下占40% (n = 136)。73% (n = 247)病例报告有压力和精神疾病。常见的自杀方式是上吊(41%;N = 141)和火器(25%;n = 85)。自杀未遂的男性多于女性,而死于溺水或中毒的女性多于女性。接受过正规教育的未婚人士死于自杀的比例高于同龄人口。患有“精神疾病”的男性人数更多,而受“家庭压力”影响的女性人数明显更多。2021年至2022年期间报告的7起(2.9%)案件被重新归类为凶杀案。结论:女性自杀率高于男性,未婚自杀率高于已婚自杀率,年轻自杀率高于老年自杀率。重新归类为杀人案的案件强调了对每一起自杀案件进行严格法医调查的必要性。迫切需要制定有效的自杀预防战略。
{"title":"Suicide Patterns in Northern Pakistan: A 10-Year Analysis of Police Records from Three Districts of Gilgit-Baltistan.","authors":"Abdul Wahab Yousafzai, Maliha Aziz, Saman Yousuf, Shakila Bano, Murad Moosa Khan","doi":"10.1080/13811118.2024.2438218","DOIUrl":"https://doi.org/10.1080/13811118.2024.2438218","url":null,"abstract":"<p><strong>Introduction: </strong>Police records are an important resource in absence of a national suicide database in the context of Pakistan. We studied suicides reported across three districts of Gilgit-Baltistan (GB); causes, patterns of suicidal behaviors, and classification processes.</p><p><strong>Methods: </strong>A retrospective survey of police records from GB between 2012 and March 2022 was completed using a structured questionnaire that included demographic characteristics, possible causes, and forensic details. Descriptive statistics and a chi-square test of association were applied. This study was approved by the Institutional Review Board of Shifa International Hospital, Islamabad (IRB 0210-22).</p><p><strong>Results: </strong>In total, 340 cases of suicides were registered. Among them, 53% (n = 179) were females, 59% (n = 202) unmarried and 40% (n = 136) below 20 years of age. Stress and mental illnesses were reported in 73% (n = 247) cases. Common methods of suicide were hanging (41%; n = 141) and firearms (25%; n = 85). More men compared to women attempted suicide by firearms while more women died by drowning or poisoning. Greater proportion of individuals who were unmarried and had formal education died by suicide compared to their demographic counterparts. Number of individuals having a \"mental illness\" was higher in men while significantly more women were affected by \"domestic stressors.\" Seven (2.9%) cases reported between 2021 and 2022 were reclassified as homicides.</p><p><strong>Conclusion: </strong>Suicide is more common among females compared to males, unmarried compared to married, and younger population compared to older population. Cases reclassified as homicide highlight the need for rigorous forensic inquiry of each suicide. Development of effective suicide prevention strategies is urgently required.</p>","PeriodicalId":8325,"journal":{"name":"Archives of Suicide Research","volume":" ","pages":"1-11"},"PeriodicalIF":2.5,"publicationDate":"2024-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142799179","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine Learning Prediction of Self-Injurious Outcomes in Adolescents by Sexual and Gender Identity. 根据性取向和性别认同对青少年自伤结果的机器学习预测。
IF 2.5 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-09 DOI: 10.1080/13811118.2024.2436636
Nadia Kako, Juno B Pinder, John P Powers, Kathryn Fox

Objective: Sexual and gender minority adolescents face elevated rates of self-injurious thoughts and behaviors (SITBs) relative to peers, yet fewer studies have examined risk in these youth, and reasons for higher risk remain unclear. Modeling SITBs using traditional statistical models has proven challenging. More complex machine learning approaches may offer better performance and insights. We explored and compared multiple machine learning models of suicide ideation, suicide attempts, and non-suicidal self-injury-both past-year frequency and dichotomous lifetime occurrence-among adolescents of diverse gender identities and sexual orientations.

Method: Data came from a large adolescent survey (N = 2,452) including psychological and demographic features. We compared prediction performance between generalized linear models, random forest models, and gradient boosting decision tree models using the full sample.

Results: Contrary to hypotheses, we found that these models generally performed comparably. We then selected the best-performing model families to run follow-up comparisons between cisgender and gender minority adolescents and between heterosexual and sexual minority adolescents. Depression was consistently the top-ranked feature across all models save one, in which discrimination was the top-ranked feature for lifetime occurrence of suicide attempt in the gender minority group. In addition, loneliness was more important in the gender minority group relative to the cisgender group for models of suicidal ideation.

Conclusion: Discrimination and loneliness emerged as important features in predicting SITBs amongst gender minorities. Future work should examine these factors both as possible statistical predictors of SITB risk and as treatment targets for gender minority youth.

目的:相对于同龄人,性少数和性别少数青少年面临着较高的自残思想和行为(sitb)率,然而很少有研究调查这些青少年的风险,并且风险较高的原因尚不清楚。事实证明,使用传统统计模型对sitb进行建模具有挑战性。更复杂的机器学习方法可能会提供更好的性能和见解。我们在不同性别认同和性取向的青少年中探索并比较了自杀意念、自杀企图和非自杀性自伤的多种机器学习模型——包括过去一年的频率和二分类发生。方法:数据来自一项大型青少年调查(N = 2452),包括心理和人口统计学特征。我们使用全样本比较了广义线性模型、随机森林模型和梯度增强决策树模型的预测性能。结果:与假设相反,我们发现这些模型通常表现相当。然后,我们选择了表现最好的模范家庭,对顺性和性别少数青少年以及异性恋和性少数青少年进行后续比较。除一个模型外,抑郁症一直是所有模型中排名最高的特征,其中歧视是性别少数群体一生中自杀企图发生的排名最高的特征。此外,相对于顺性群体,孤独在性别少数群体中对自杀意念的模式更为重要。结论:歧视和孤独是预测性别少数群体sitb的重要特征。未来的工作应该检查这些因素,既可以作为SITB风险的统计预测因素,也可以作为性别少数青年的治疗目标。
{"title":"Machine Learning Prediction of Self-Injurious Outcomes in Adolescents by Sexual and Gender Identity.","authors":"Nadia Kako, Juno B Pinder, John P Powers, Kathryn Fox","doi":"10.1080/13811118.2024.2436636","DOIUrl":"https://doi.org/10.1080/13811118.2024.2436636","url":null,"abstract":"<p><strong>Objective: </strong>Sexual and gender minority adolescents face elevated rates of self-injurious thoughts and behaviors (SITBs) relative to peers, yet fewer studies have examined risk in these youth, and reasons for higher risk remain unclear. Modeling SITBs using traditional statistical models has proven challenging. More complex machine learning approaches may offer better performance and insights. We explored and compared multiple machine learning models of suicide ideation, suicide attempts, and non-suicidal self-injury-both past-year frequency and dichotomous lifetime occurrence-among adolescents of diverse gender identities and sexual orientations.</p><p><strong>Method: </strong>Data came from a large adolescent survey (<i>N</i> = 2,452) including psychological and demographic features. We compared prediction performance between generalized linear models, random forest models, and gradient boosting decision tree models using the full sample.</p><p><strong>Results: </strong>Contrary to hypotheses, we found that these models generally performed comparably. We then selected the best-performing model families to run follow-up comparisons between cisgender and gender minority adolescents and between heterosexual and sexual minority adolescents. Depression was consistently the top-ranked feature across all models save one, in which discrimination was the top-ranked feature for lifetime occurrence of suicide attempt in the gender minority group. In addition, loneliness was more important in the gender minority group relative to the cisgender group for models of suicidal ideation.</p><p><strong>Conclusion: </strong>Discrimination and loneliness emerged as important features in predicting SITBs amongst gender minorities. Future work should examine these factors both as possible statistical predictors of SITB risk and as treatment targets for gender minority youth.</p>","PeriodicalId":8325,"journal":{"name":"Archives of Suicide Research","volume":" ","pages":"1-14"},"PeriodicalIF":2.5,"publicationDate":"2024-12-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142799174","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Archives of Suicide Research
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1